← Back to cohort
The citizen volunteer in 21st century policing and community safety
Bibliographic record
VenueGreenwich Academic Literature Archive (University of Greenwich) · 2024
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
FundersUniversity at AlbanyJohn Jay College of Criminal JusticeUniversity of California, Santa BarbaraGraduate CenterMichigan Diabetes Research Center, University of MichiganCollege of Engineering, Michigan State UniversityMemorial University of NewfoundlandSimon Fraser UniversityHebrew University of JerusalemVrije Universiteit AmsterdamUniversiteit UtrechtUniversity College CorkUniversity of California, IrvineUniversity of LeedsUniversity College LondonMalmö HögskolaWebster UniversityStrongKungliga Tekniska HögskolanUniversity of Texas Health Science Center at HoustonSt. John's UniversityUniversity of Central MissouriRowan UniversityTemple UniversityUniversity of WolverhamptonNew Mexico State UniversityKorea UniversityUniversity of Nebraska OmahaU.S. Department of JusticeUniversity of South FloridaNipissing UniversityGeorgia Southern UniversityUniversity of Ontario Institute of TechnologyJohns Hopkins Bloomberg School of Public HealthUniversity of MiamiUniversity of South CarolinaGeorgia State UniversityState University of New YorkRTI InternationalUniversity of OklahomaTexas State UniversityUniversity of DenverUniversity of Nebraska-LincolnUniversity of PittsburghNorthwestern UniversityUniversity of Central FloridaCalifornia State University, NorthridgeJohns Hopkins UniversityIndiana University SoutheastUniversity of Alaska AnchorageWestern Kentucky UniversityUniversity of California, Los AngelesNorth Carolina State UniversityCoastal Carolina UniversityUniversity of CincinnatiPennsylvania State UniversityFlorida International UniversityWashington State UniversityMichigan State UniversityAuburn UniversityMississippi State UniversityUniversity of MissouriVirginia Commonwealth UniversityUniversity of OregonBrown UniversityUniversity of Nevada, RenoYale UniversityUniversity of Wisconsin-MadisonGriffith UniversityArizona State UniversityVanderbilt UniversityNutrition Obesity Research Center, University of North CarolinaUniversity of ChicagoUniversité de MontréalWentworth Institute of TechnologyOhio State UniversityUniversity of PennsylvaniaUniversity of TorontoUniversity of LouisvilleFlorida State UniversityHarvard UniversityWayne State UniversityYork UniversityGeorge Mason UniversityUniversity of Illinois at ChicagoLoyola University ChicagoCity University of New YorkUniversity of Illinois at Urbana-ChampaignColorado State UniversityU.S. Department of Homeland SecurityBowling Green State University
KeywordsNucleofectionGestational periodTSG101DysgeusiaLiquationDiafiltrationEmperipolesisTriacetinDurvalumab
DOInot available
Abstract
Powerpoint Presentation - No Abstract Available.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.242
Threshold uncertainty score1.000
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.005 |
| Insufficient payload (model declined to judge) | 0.009 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.006
GPT teacher head0.218
Teacher spread0.212 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
Study designNot applicable
Domainnot available
GenreOther
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations0
Published2024
Admission routes1
Has abstractyes